During past decades numerous studies have been devoted to statistical inference for diffusion models. Researchers typically focus on
parametric and nonparametric estimation of the drift and volatility components under various sampling schemes. We refer to excellent monographs
[1]}, [2]}, [3]} for an extensive study in high and low frequency settings.
